语言大模型 / LLM - arXivDaily 专题

2410.03071 2024-10-22 cs.CL cs.IR 85%

Enhancing Short-Text Topic Modeling with LLM-Driven Context Expansion and Prefix-Tuned VAEs

Pritom Saha Akash, Kevin Chen-Chuan Chang

专题命中效率与部署：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

Comments EMNLP Findings 2024. arXiv admin note: substantial text overlap with arXiv:2310.15420

2410.14152 2024-10-21 cs.CL 85%

SRAP-Agent: Simulating and Optimizing Scarce Resource Allocation Policy with LLM-based Agent

Jiarui Ji, Yang Li, Hongtao Liu, Zhicheng Du, Zhewei Wei, Weiran Shen, Qi Qi, Yankai Lin

专题命中效率与部署：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

2410.13944 2024-10-21 cs.CL 85%

Boosting LLM Translation Skills without General Ability Loss via Rationale Distillation

Junhong Wu, Yang Zhao, Yangyifan Xu, Bing Liu, Chengqing Zong

专题命中效率与部署：LLM(title)；large language model(abstract)；language model(abstract)；instruction tuning(abstract)

2410.10819 2024-10-15 cs.CL 85%

DuoAttention: Efficient Long-Context LLM Inference with Retrieval and Streaming Heads

Guangxuan Xiao, Jiaming Tang, Jingwei Zuo, Junxian Guo, Shang Yang, Haotian Tang, Yao Fu, Song Han

专题命中效率与部署：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

2410.07484 2024-10-15 cs.AI 85%

WALL-E: World Alignment by Rule Learning Improves World Model-based LLM Agents

Siyu Zhou, Tianyi Zhou, Yijun Yang, Guodong Long, Deheng Ye, Jing Jiang, Chengqi Zhang

专题命中效率与部署：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

Comments 35 pages, including references and appendix. Code is available at https://github.com/elated-sawyer/WALL-E

2407.04965 2024-10-15 cs.CL 85%

Beyond Perplexity: Multi-dimensional Safety Evaluation of LLM Compression

Zhichao Xu, Ashim Gupta, Tao Li, Oliver Bentham, Vivek Srikumar

专题命中效率与部署：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

Comments Findings of EMNLP 2024

2407.04482 2024-10-14 cs.SD cs.CL eess.AS 85%

Controlling Whisper: Universal Acoustic Adversarial Attacks to Control Speech Foundation Models

Vyas Raina, Mark Gales

专题命中效率与部署：foundation model(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

2410.06943 2024-10-10 cs.SE cs.AI 85%

AutoFeedback: An LLM-based Framework for Efficient and Accurate API Request Generation

Huanxi Liu, Jiaqi Liao, Dawei Feng, Kele Xu, Huaimin Wang

专题命中效率与部署：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

Comments 17 pages

2410.06072 2024-10-10 cs.CL 85%

Training-free LLM-generated Text Detection by Mining Token Probability Sequences

Yihuai Xu, Yongwei Wang, Yifei Bi, Huangsen Cao, Zhouhan Lin, Yu Zhao, Fei Wu

专题命中效率与部署：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

2410.04699 2024-10-08 cs.CL cs.HC 85%

The LLM Effect: Are Humans Truly Using LLMs, or Are They Being Influenced By Them Instead?

Alexander S. Choi, Syeda Sabrina Akter, JP Singh, Antonios Anastasopoulos

专题命中效率与部署：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

Comments Accepted to EMNLP Main 2024. First two authors contributed equally

2410.04519 2024-10-08 cs.CL 85%

RevMUX: Data Multiplexing with Reversible Adapters for Efficient LLM Batch Inference

Yige Xu, Xu Guo, Zhiwei Zeng, Chunyan Miao

专题命中效率与部署：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

Comments EMNLP 2024 Main Conference

2410.02506 2024-10-04 cs.MA cs.LG 85%

Cut the Crap: An Economical Communication Pipeline for LLM-based Multi-Agent Systems

Guibin Zhang, Yanwei Yue, Zhixun Li, Sukwon Yun, Guancheng Wan, Kun Wang, Dawei Cheng, Jeffrey Xu Yu, Tianlong Chen

专题命中效率与部署：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.LG

2407.00023 2024-10-04 cs.DC cs.LG 85%

Preble: Efficient Distributed Prompt Scheduling for LLM Serving

Vikranth Srivatsa, Zijian He, Reyna Abhyankar, Dongming Li, Yiying Zhang

专题命中效率与部署：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.LG

2409.20247 2024-10-01 cs.DC cs.AI cs.IT cs.SY eess.SY math.IT math.OC 85%

Resource Allocation for Stable LLM Training in Mobile Edge Computing

Chang Liu, Jun Zhao

专题命中效率与部署：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

Comments This paper appears in the 2024 International Symposium on Theory, Algorithmic Foundations, and Protocol Design for Mobile Networks and Mobile Computing (MobiHoc)

2409.12117 2024-09-19 eess.AS cs.CL cs.SD 85%

Low Frame-rate Speech Codec: a Codec Designed for Fast High-quality Speech LLM Training and Inference

Edresson Casanova, Ryan Langman, Paarth Neekhara, Shehzeen Hussain, Jason Li, Subhankar Ghosh, Ante Jukić, Sang-gil Lee

专题命中效率与部署：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

Comments Submitted to ICASSP 2025

2409.06725 2024-09-12 cs.CE cs.HC cs.LG 85%

DefectTwin: When LLM Meets Digital Twin for Railway Defect Inspection

Rahatara Ferdousi, M. Anwar Hossain, Chunsheng Yang, Abdulmotaleb El Saddik

专题命中效率与部署：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.LG

Comments 12 pages, 10 figures, IEEE transaction on consumer electronics

2408.00008 2024-09-12 cs.DC cs.LG 85%

ScaleLLM: A Resource-Frugal LLM Serving Framework by Optimizing End-to-End Efficiency

Yuhang Yao, Han Jin, Alay Dilipbhai Shah, Shanshan Han, Zijian Hu, Yide Ran, Dimitris Stripelis, Zhaozhuo Xu, Salman Avestimehr, Chaoyang He

专题命中效率与部署：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.LG

2405.20234 2024-09-09 cs.AI 85%

Hidden in Plain Sight: Exploring Chat History Tampering in Interactive Language Models

Cheng'an Wei, Yue Zhao, Yujia Gong, Kai Chen, Lu Xiang, Shenchen Zhu

专题命中效率与部署：language model(title,abstract)；LLM(abstract)；large language model(abstract)；分类 cs.AI

2312.04985 2024-09-05 cs.LG 85%

SparQ Attention: Bandwidth-Efficient LLM Inference

Luka Ribar, Ivan Chelombiev, Luke Hudlass-Galley, Charlie Blake, Carlo Luschi, Douglas Orr

专题命中效率与部署：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.LG

2409.01605 2024-09-04 cs.IR cs.AI 85%

Laser: Parameter-Efficient LLM Bi-Tuning for Sequential Recommendation with Collaborative Information

Xinyu Zhang, Linmei Hu, Luhao Zhang, Dandan Song, Heyan Huang, Liqiang Nie

专题命中效率与部署：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

Comments 11 pages, 4 figures

2409.01140 2024-09-04 cs.IR cs.LG 85%

LLM-PQA: LLM-enhanced Prediction Query Answering

Ziyu Li, Wenjie Zhao, Asterios Katsifodimos, Rihan Hai

专题命中效率与部署：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.LG

Comments This paper is accepted as a demo at CIKM 2024

2406.13152 2024-09-04 cs.CL 85%

Analyzing Diversity in Healthcare LLM Research: A Scientometric Perspective

David Restrepo, Chenwei Wu, Constanza Vásquez-Venegas, João Matos, Jack Gallifant, Leo Anthony Celi, Danielle S. Bitterman, Luis Filipe Nakayama

专题命中效率与部署：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

2408.15792 2024-08-29 cs.LG 85%

Efficient LLM Scheduling by Learning to Rank

Yichao Fu, Siqi Zhu, Runlong Su, Aurick Qiao, Ion Stoica, Hao Zhang

专题命中效率与部署：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.LG

2310.16712 2024-08-09 cs.CL 85%

LLM Performance Predictors are good initializers for Architecture Search

Ganesh Jawahar, Muhammad Abdul-Mageed, Laks V. S. Lakshmanan, Dujian Ding

专题命中效率与部署：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

Comments ACL 2024 Findings

2408.02970 2024-08-07 cs.CL 85%

EC-Guide: A Comprehensive E-Commerce Guide for Instruction Tuning and Quantization

Zhaopeng Feng, Zijie Meng, Zuozhu Liu

专题命中效率与部署：instruction tuning(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

2408.02944 2024-08-07 eess.SP cs.AI cs.SY eess.SY 85%

LLM-Empowered Resource Allocation in Wireless Communications Systems

Woongsup Lee, Jeonghun Park

专题命中效率与部署：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

Comments submitted to possible IEEE journal

2408.00462 2024-08-02 cs.AR cs.LG 85%

Designing Efficient LLM Accelerators for Edge Devices

Jude Haris, Rappy Saha, Wenhao Hu, José Cano

专题命中效率与部署：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.LG

2407.21579 2024-08-01 cs.SE cs.AI 85%

A Performance Study of LLM-Generated Code on Leetcode

Tristan Coignion, Clément Quinton, Romain Rouvoy

专题命中效率与部署：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

Journal ref Proceedings of the 28th International Conference on Evaluation and Assessment in Software Engineering, 2024

2407.19679 2024-07-30 cs.CV cs.AI 85%

Harnessing Large Vision and Language Models in Agriculture: A Review

Hongyan Zhu, Shuai Qin, Min Su, Chengzhi Lin, Anjie Li, Junfeng Gao

专题命中效率与部署：language model(title,abstract)；LLM(abstract)；large language model(abstract)；分类 cs.AI

2407.15309 2024-07-23 cs.DC cs.LG 85%

vTensor: Flexible Virtual Tensor Management for Efficient LLM Serving

Jiale Xu, Rui Zhang, Cong Guo, Weiming Hu, Zihan Liu, Feiyang Wu, Yu Feng, Shixuan Sun, Changxu Shao, Yuhong Guo, Junping Zhao, Ke Zhang, Minyi Guo, Jingwen Leng

专题命中效率与部署：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.LG

Comments 16 pages, 12 figures

1. 效率与部署 22368 篇

Enhancing Short-Text Topic Modeling with LLM-Driven Context Expansion and Prefix-Tuned VAEs

SRAP-Agent: Simulating and Optimizing Scarce Resource Allocation Policy with LLM-based Agent

Boosting LLM Translation Skills without General Ability Loss via Rationale Distillation

DuoAttention: Efficient Long-Context LLM Inference with Retrieval and Streaming Heads

WALL-E: World Alignment by Rule Learning Improves World Model-based LLM Agents

Beyond Perplexity: Multi-dimensional Safety Evaluation of LLM Compression

Controlling Whisper: Universal Acoustic Adversarial Attacks to Control Speech Foundation Models

AutoFeedback: An LLM-based Framework for Efficient and Accurate API Request Generation

Training-free LLM-generated Text Detection by Mining Token Probability Sequences

The LLM Effect: Are Humans Truly Using LLMs, or Are They Being Influenced By Them Instead?

RevMUX: Data Multiplexing with Reversible Adapters for Efficient LLM Batch Inference

Cut the Crap: An Economical Communication Pipeline for LLM-based Multi-Agent Systems

Preble: Efficient Distributed Prompt Scheduling for LLM Serving

Resource Allocation for Stable LLM Training in Mobile Edge Computing

Low Frame-rate Speech Codec: a Codec Designed for Fast High-quality Speech LLM Training and Inference

DefectTwin: When LLM Meets Digital Twin for Railway Defect Inspection

ScaleLLM: A Resource-Frugal LLM Serving Framework by Optimizing End-to-End Efficiency

Hidden in Plain Sight: Exploring Chat History Tampering in Interactive Language Models

SparQ Attention: Bandwidth-Efficient LLM Inference

Laser: Parameter-Efficient LLM Bi-Tuning for Sequential Recommendation with Collaborative Information

LLM-PQA: LLM-enhanced Prediction Query Answering

Analyzing Diversity in Healthcare LLM Research: A Scientometric Perspective

Efficient LLM Scheduling by Learning to Rank

LLM Performance Predictors are good initializers for Architecture Search

EC-Guide: A Comprehensive E-Commerce Guide for Instruction Tuning and Quantization

LLM-Empowered Resource Allocation in Wireless Communications Systems

Designing Efficient LLM Accelerators for Edge Devices

A Performance Study of LLM-Generated Code on Leetcode

Harnessing Large Vision and Language Models in Agriculture: A Review

vTensor: Flexible Virtual Tensor Management for Efficient LLM Serving